Education Technologies

Focus Areas

  • Competencies
  • Team-based Learning
  • Automatic Assessment
  • Learning Platforms
  • Machine Learning
  • DEI (Diversity, Equity & Inclusion)
  • Learning Analytics
  • Adaptive Learning
  • K12 / Schools
  • Security
  • Infrastructure

Research members

Publications

Publications
↓ 2026



↓ 2025









↓ 2024




↓ 2023




ChatGPT for Good? on Opportunities and Challenges of Large Language Models for Education
Enkelejda Kasneci, Kathrin Sessler, Stefan Küchemann, Maria Bannert, Daryna Dementieva, Frank Fischer, Urs Gasser, Georg Groh, Stephan Günnemann, Eyke Hüllermeier, Stephan Krusche, Gitta Kutyniok, Tilman Michaeli, Claudia Nerdel, Jürgen Pfeffer, Oleksandra Poquet, Michael Sailer, Albrecht Schmidt, Tina Seidel, ..., and Gjergji Kasneci.
In: Learning and Individual Differences, Volume: 103. March 2023. doi: 10.1016/j.lindif.2023.102274



↓ 2022



↓ 2021



↓ 2020



↓ 2019


↓ 2018


↓ 2016



↓ 2015



↓ 2014



Theses

In Progress
Bachelor's ThesesIncorporating Lecture Content into IRIS
Start DateJanuary 2024
Advisor(s)Patrick Bassner
Supervisor(s)Prof. Dr. Stephan Krusche
StudentYassine Souissi
Abstract

In this thesis, the goal is to enhance the contextual awareness of a GPT-based educational chatbot, named IRIS, on the Artemis Learning Platform by incorporating lecture content. To do this, the lecture slides should be embedded into a vector database, and the chatbot should be able to retrieve the most relevant slides based on the user’s query in order to provide the most relevant answer.

Artemis is open source and available on https://github.com/ls1intum/Artemis

Master's ThesesLeveraging Large Language Models for Proactive Assistance in Artemis
Start DateJanuary 2024
Advisor(s)Patrick Bassner
Supervisor(s)Prof. Dr. Stephan Krusche
StudentYılmaz Kaan Çaylı
Abstract

The challenges encountered by students during the completion of exercises necessitate the implementation of a proactive assistance mechanism within Artemis. This could potentially be achieved through the integration of generative AI technologies such as ChatGPT. The objective of this thesis is to augment Artemis with the capability to provide automatic and proactive assistance to students when they encounter difficulties. The effectiveness and impact of this approach on the learning experience will be evaluated through a comprehensive assessment.

Master's ThesesDynamic Lecture Content Management in Artemis
Start DateFebruary 2024
Advisor(s)Patrick Bassner
Supervisor(s)Prof. Dr. Stephan Krusche
StudentAybike Ece Eren
Abstract

The thesis aims to enhance the instructor interface and student experience in the IRIS learning platform. The project will introduce a thumbnail grid for instructors to manage slides intuitively, ensuring persistent configurations even when slides are updated. The system will adapt to changes, such as the addition of new slides, by automatically adjusting the selection and maintaining the overall structure. Advanced features like automatic slide number extraction and adaptive reference management will be implemented to maintain continuity when slides are updated. The project also aims to improve the student experience by enabling direct browser viewing of lecture slides, moving away from traditional PDF downloads. This approach will provide a more seamless and integrated learning experience, with functionalities like slide hiding synchronized with exercise deadlines. The in-browser viewing experience will be interactive, allowing students to engage with the material dynamically. Additional features to enhance user experience include interactive annotations, real-time communication integration on lecture slides, and a dark mode option for PDF viewing in the browser. This project will significantly improve the usability and functionality of the IRIS learning platform, fostering a more structured and paced learning environment.

Master's ThesesEvaluation of a GPT-based Chatbot for Higher Education
Start DateMarch 2024
Advisor(s)Patrick Bassner
Supervisor(s)Prof. Dr. Stephan Krusche
StudentAnna Lottner
Abstract

The goal of this thesis is to evaluate the effectiveness of IRIS, a GPT-based chatbot for higher education. The chatbot is integrated into the Artemis learning platform and is designed to provide assistance to students when they encounter difficulties. In addition, the chatbot is capable of answering questions related to the course content. Instructors can benefit from IRIS through assistance in exercise generation.

In this thesis, the effectiveness of IRIS will be evaluated through a combination of quantitative and qualitative methods. The quantitative evaluation will be conducted through a comprehensive assessment of the chatbot’s performance both in real course and experimental settings. The qualitative evaluation will be conducted through a survey of students and instructors and expert interviews. The results of the evaluation will be used to identify the strengths and weaknesses of the chatbot and to provide recommendations for future improvements.

Bachelor's ThesesConversational AI as a Catalyst for Scalable Competency-Based Education
Start DateMay 2025
Advisor(s)Maximilian Anzinger
Supervisor(s)Prof. Dr. Stephan Krusche
StudentYassine Hmidi
Abstract

Competency-based education(CBE) enables flexible, skill-centered learning by allowing students to progress based on mastery rather than fixed schedules. Atlas already utilizes machine learning techniques to support educators; nevertheless, further improvements are required to accelerate adoption and improve quality.

This thesis proposes an interactive AI-powered agent that assists instructors in creating, refining, and maintaining competency networks through natural language. Rather than relying on static, one-shot inputs, the agent engages in a dynamic conversation—asking clarifying questions, gathering relevant context, and presenting interactive proposals. This interaction model is designed to reduce redundant AI calls, avoid naive prompting, and ensure that the resulting competency networks align closely with course objectives.

Master's ThesesDevelopment of a Recommendation System for Computer Science Activities in Education
Start DateJune 2025
Advisor(s)Ramona Beinstingel
Supervisor(s)Prof. Dr. Stephan Krusche
StudentAdrian-Mihai Mihalcea
Abstract

The increasing importance of computational literacy drives efforts to introduce computer science concepts early in education. However, many primary school teachers lack formal technical training, making selecting engaging, pedagogically sound activities difficult. Existing tools often lack personalization, leading to ineffective choices, while disparities in technology access highlight the need to integrate unplugged, digital, and hybrid approaches.

This thesis proposes a recommendation system to help teachers select suitable computer science activities based on age group, format, resources, and educational objectives. The system will leverage a comprehensive tagging framework grounded in pedagogical principles and compare different recommendation approaches for accuracy and scalability. This research aims to empower teachers with a personalized tool that boosts confidence in teaching computer science while enhancing student motivation and creating more inclusive learning experiences.

Master's ThesesDeveloping the Tum Doctoral Portal a Human Centered and Inclusive Design Approach
Start DateOctober 2025
Advisor(s)Ramona Beinstingel
Supervisor(s)Prof. Dr. Stephan Krusche
StudentBofan Zhu
Abstract

Doctoral application portals manage admissions and shape candidate experience. Many systems create barriers through complex interfaces and inconsistent design. TUMApply at the Technical University of Munich replaces an earlier system but lacks a clear, inclusive, and consistent interface that supports efficient task completion and equitable participation.

This thesis applies Nielsen’s usability heuristics with gender-sensitive and accessible design practices to identify and address usability barriers and inclusivity weaknesses. The primary contribution is a redesigned interface that demonstrates how doctoral application portals can better serve diverse user needs while maintaining efficiency. This work offers practical insights for building academic platforms that support usability and inclusivity, grounded in systematic analysis, iterative design, and implementation.

Bachelor's ThesesDesign and Development of an Analog Story Coding Activity With Ozobots for Elementary Education
Start DateDecember 2025
Advisor(s)Ramona Beinstingel
Supervisor(s)Prof. Dr. Stephan Krusche
StudentFabian Böhm
Abstract

This thesis develops an analog story-coding activity using Ozobot for German elementary school education. The activity combines storytelling with hands-on robotics to introduce fundamental programming concepts and computational thinking skills. Pupils guide the robot through stories using color-coded cards, without the need for text- or codeblock-based programming. Through iterative testing, the thesis examines the impact of this approach on pupils’ motivation, the activity’s usability and it’s feasibility in real teaching conditions. The thesis summarizes the findings to provide recommendations for designing story-driven analog robotics activities for elementary schools.

Bachelor's ThesesDeveloping a Competency-Mapping Platform for Recommender Benchmarking
Start DateDecember 2025
Advisor(s)Maximilian Anzinger
Supervisor(s)Prof. Dr. Stephan Krusche
StudentMark Stockhausen
Abstract

Competency-aware educational recommender systems enable personalized learning, but the absence of standardized benchmark datasets prevents systematic algorithmic comparison and limits progress. This thesis develops a collaborative platform to standardize the collection of ground-truth competency networks across institutions. Contributors map competency relations and link them to learning resources, producing an open benchmark dataset for the performance evaluation of recommenders. The initial release focuses on computer science to seed the dataset and integrates guided onboarding and light gamification to support sustained contributions.

Master's ThesesDesign and Development of a Digital Story Coding Activity With Ozobots for Elementary Education
Start DateDecember 2025
Advisor(s)Ramona Beinstingel
Supervisor(s)Prof. Dr. Stephan Krusche
StudentLukas Maximilian Ederer
Abstract

This Master’s thesis presents the design and implementation of a digital story-coding activity for elementary education using Ozobots. It combines narrative elements with block-based programming to introduce core computational thinking concepts in an engaging and accessible way. The study develops a customized Ozoblockly environment in German, reducing technical barriers and preparation effort for teachers. The story-driven approach makes programming tangible and expressive, fostering creativity, motivation, and inclusive participation. User testing in classrooms examines pupils’ engagement, intuitive use of programming concepts, and classroom feasibility, providing formative insights to guide iterative improvements. The results inform the design of low-threshold, inclusive computational thinking materials for early education.

Bachelor's ThesesAdvancing the Ozobot Challenge Design a Sustainable Board Game for Classroom Integration
Start DateDecember 2025
Advisor(s)Ramona Beinstingel
Supervisor(s)Prof. Dr. Stephan Krusche
StudentMats Klaus Patrick Brinke
Abstract

This bachelor’s thesis aims to advance the Ozobot Board Game by transforming an existing prototype of an educational board game into a sustainable and classroom-ready product. The project focuses on developing a durable, engaging, and easy-to-use tool for teaching basic programming concepts. It seeks to enhance the game’s replayability while promoting equal participation and interest in computing education among all children, regardless of gender or cultural background. The design includes differentiated learning tasks, dynamic difficulty adjustment, and iterative refinement through user feedback and classroom testing. The final outcome will be a classroom-ready board game package, including adaptable learning resources and a teacher’s manual, designed for inclusive and flexible use in diverse educational settings.

Bachelor's ThesesBuilding a Platform for Competency Based Recommender System Benchmarking
Start DateJanuary 2026
Advisor(s)Maximilian Anzinger
Supervisor(s)Prof. Dr. Stephan Krusche
StudentViktoriya Totalova
Abstract

Competency-based educational recommender systems enable personalized learning, but the absence of standardized benchmark datasets prevents systematic algorithmic comparison. This thesis develops a platform for collaborative competency relationship data collection with four objectives: a generalized database model, authentication systems for credential verification, administrative interfaces for dataset management and export, and production deployment infrastructure. The system enables systematic collection of high-quality competency mapping data for creating reliable benchmarks.


Finished
StudentAdvisor(s)Supervisor(s)TitleTypeYear
Dmytro DmukhFelix T.J. DietrichProf. Dr. Stephan KruscheScalable Multi-Workspace Support for HephaestusBachelor's Theses07/2025 - 12/2025
Tim SommerRamona BeinstingelProf. Dr. Stephan KruscheDesign and Development of an Ozobot Challenge to Reduce Gender Stereotypes in STEM EducationBachelor's Theses06/2025 - 11/2025
Tobias Wen KlingenbergMatthias LinhuberProf. Dr. Stephan KruscheLoad Testing and Performance Evaluation of the Theia Online IDEBachelor's Theses07/2025 - 11/2025
Minkyoung ParkRamona BeinstingelProf. Dr. Stephan KruscheComparative Evaluation of Platforms and Tools for Computer Science Education ResourcesMaster's Theses04/2025 - 10/2025
Aleks PetrovMaximilian SölchProf. Dr. Stephan KruscheTesting Feedback Quality of Athena for Learning Management SystemsBachelor's Theses05/2025 - 09/2025
Annika Lena Heckin-VeltmanMaximilian AnzingerProf. Dr. Stephan KruscheAtlas: Evaluating Adaptive Learning from Student's PerspectiveMaster's Theses04/2025 - 09/2025
Maximilian RappMatthias LinhuberProf. Dr. Stephan KruschePROMPT Assessment - Toward a Standardized Tool-Supported Process for Project Based CoursesBachelor's Theses05/2025 - 09/2025
Ahmet SentürkMaximilian SölchProf. Dr. Stephan KruscheIndividualized Feedback Generation with Learner ProfilesMaster's Theses02/2025 - 08/2025
Arda Karaman and Ufuk YagmurMaximilian AnzingerProf. Dr. Stephan KruscheEnhancing Competency Models Through Machine Learning TechniquesMaster's Theses02/2025 - 08/2025
Florian EhrenstorferFelix T.J. DietrichProf. Dr. Stephan KruscheAutomated Detection and Visualization of Bad Practices for Novice Software EngineersMaster's Theses12/2024 - 06/2025
Stefan Niclas HeunMatthias LinhuberProf. Dr. Stephan KruschePROMPT 2.0: Designing a Modular and Scalable Management Platform for Project Based LearningMaster's Theses11/2024 - 05/2025
Raphael KleinMaximilian AnzingerProf. Dr. Stephan KruscheEnhancing Lti Based Artemis Integration in Learning Management SystemsBachelor's Theses11/2024 - 04/2025
Ole VesterMaximilian AnzingerProf. Dr. Stephan KruscheModular Monolith: Transforming Artemis into a Scalable Java Module ArchitectureMaster's Theses10/2024 - 04/2025
Konrad GößmannMaximilian AnzingerProf. Dr. Stephan KruscheCrafting Personalized Learning: Developing Dynamic Learner ProfilesBachelor's Theses10/2024 - 02/2025
Armin StanitzokFelix T.J. DietrichProf. Dr. Stephan KruscheGamification for Enhancing Code Review Participation and Code QualityMaster's Theses08/2024 - 02/2025
Enea GoreFelix T.J. DietrichProf. Dr. Stephan KruscheAdvanced LLM Techniques for Text-Based Exercises in Higher EducationMaster's Theses08/2024 - 02/2025
Milena SerbinovaFelix T.J. DietrichProf. Dr. Stephan KruscheAI-Driven Mentor for Supporting Structured Reflection in Software Engineering EducationBachelor's Theses10/2024 - 02/2025
Aniruddh ZaveriRamona Beinstingel, and Markus PaulsenProf. Dr. Stephan KruscheVisualization of Test Case Errors: Enhancing Autograding FeedbackBachelor's Theses08/2024 - 01/2025
Leon Laurin WehrhahnMaximilian SölchProf. Dr. Stephan KruscheAutomatic Grading of UML Diagrams using Multimodal LLMsBachelor's Theses08/2024 - 01/2025
Yannik SchmidtMatthias LinhuberProf. Dr. Stephan KruscheInclusive Learning Environments in the Cloud: Scalable Online IDEs for Higher EducationMaster's Theses06/2024 - 12/2024
Johannes WiestMaximilian Anzinger, and Ramona BeinstingelProf. Dr. Stephan KruscheEnhancing Learning Path Usability in Artemis Through Intuitive User Interface DesignMaster's Theses05/2024 - 11/2024
Johannes StöhrMaximilian AnzingerProf. Dr. Stephan KruscheEnhancing Learning Path Recommendations in Artemis Through Repeated TestsMaster's Theses05/2024 - 11/2024
Dmytro PolitykaMaximilian SölchProf. Dr. Stephan KruscheEvolving LLM-Based Feedback in Programming EducationMaster's Theses04/2024 - 10/2024
Jan ThurnerMarkus Paulsen, and Maximilian AnzingerProf. Dr. Stephan KruscheVisualization of Endpoint-ConnectionsBachelor's Theses04/2024 - 09/2024
Ege Dogu KayaRamona BeinstingelProf. Dr. Stephan KruscheUI/UX Improvement of the Artemis Student ViewBachelor's Theses05/2024 - 09/2024
Colin WilkMatthias Linhuber, and Robert JandowProf. Dr. Stephan KruscheTowards on Premises Kubernetes Deployments: Storage and User ManagementBachelor's Theses05/2024 - 09/2024
Marlon BucciarelliMaximilian SölchProf. Dr. Stephan KruscheSemi-Automatic Feedback Generation for Programming ExercisesMaster's Theses01/2024 - 08/2024
Ege KurtRamona BeinstingelProf. Dr. Stephan KruscheCommunication Enhancement For Improved Learning in ArtemisBachelor's Theses04/2024 - 08/2024
Raphael StiefMaximilian AnzingerProf. Dr. Stephan KruscheImproving Adaptive Learning in an Interactive Teaching PlatformMaster's Theses11/2023 - 05/2024
Jonathan OstertagRamona BeinstingelProf. Dr. Stephan KruscheImprovement of the General Artemis User ExperienceBachelor's Theses10/2023 - 03/2024
Basak AkanMatthias LinhuberProf. Dr. Stephan KruscheLTI Based Artemis Integration in Learning Management SystemsMaster's Theses08/2023 - 02/2024
Andreas ReschMatthias Linhuber, and Robert JandowProf. Dr. Stephan KruscheA Domain Specific Language for Streamlining CI Job Configuration for Programming ExercisesMaster's Theses08/2023 - 02/2024
Alexander GörtzenMaximilian SölchProf. Dr. Stephan KruscheDesign Anywhere: UML Modeling on Mobile DevicesBachelor's Theses09/2023 - 02/2024
Xinyao LiuPatrick BassnerProf. Dr. Stephan KruscheLeveraging Generative AI for Adaptive Exercise GenerationMaster's Theses08/2023 - 02/2024
Michael DyerPatrick BassnerProf. Dr. Stephan KruscheLeveraging Large Language Models for Assisted Programming Exercise GenerationBachelor's Theses08/2023 - 01/2024
Maximilian AnzingerPatrick BassnerProf. Dr. Stephan KruscheIntegration of Adaptive Learning in Interactive Online Learning EnvironmentsMaster's Theses05/2023 - 10/2023
Benedikt GeisbergerPatrick Bassner, and Matthias LinhuberProf. Dr. Stephan KruscheUser-Centered Design in Agile University ProjectsBachelor's Theses05/2023 - 10/2023
Tarlan IsmayilsoyMaximilian SölchProf. Dr. Stephan KruscheImproved Assessment Workflow of Exercises on Mobile DevicesMaster's Theses04/2023 - 10/2023
Mathilde HaglMatthias LinhuberProf. Dr. Stephan KruschePROMPT Templating - Towards a Reusable Course Lifecycle ManagementBachelor's Theses05/2023 - 09/2023
Valeryia AndraichukMatthias Linhuber, and Philipp ZagarProf. Dr. Stephan KruschePROMPT - Process Model for Managing Project-Based TeachingMaster's Theses03/2023 - 09/2023
Felix DietrichMaximilian SölchProf. Dr. Stephan KruscheLeveraging LLMs for Automated Feedback Generation on ExercisesMaster's Theses03/2023 - 09/2023
Paul SchwindMaximilian SölchProf. Dr. Stephan KruscheGeneralizing Machine-Learning Based AssessmentsMaster's Theses03/2023 - 09/2023
Florian GareisMatthias LinhuberProf. Dr. Stephan KruscheCode Quality Assurance Using E2E TestsMaster's Theses12/2022 - 06/2023
Ludwig PuslMatthias LinhuberProf. Dr. Stephan KruscheAutomatic Test Environment Deployment and Continuous Security Analysis for Learning PlatformsMaster's Theses09/2022 - 06/2023
Simon LeißMatthias LinhuberProf. Dr. Stephan KruscheScaling of a monolith application using microservice architectureMaster's Theses07/2022 - 01/2023
Manuel MansoMaximilian SölchProf. Dr. Stephan KruscheExtension of LTI Support in ArtemisMaster's Theses06/2022 - 12/2022
Benjamin Sebastian SchmitzDr. Jan Philip Bernius, and Matthias LinhuberProf. Dr. Stephan KruscheAutomatic Correction of Programming Exercises with Artemis and GitLab CISeminar's Theses01/2022 - 12/2022
Moritz AberleMaximilian SölchProf. Dr. Stephan KruscheAdaptive Learning in an Interactive Teaching PlatformMaster's Theses05/2022 - 11/2022
Kilian WarmuthMatthias Linhuber, and Robert JandowProf. Dr. Stephan KruscheTowards a Declarative Definition of Network Configurations Custom Terraform Provider for Rest ApisBachelor's Theses01/2022 - 05/2022
Merlin MehmedEvgeny Volynsky, and Prof. Dr. Stephan KruscheMigration of Artemis Architecture From Monolithic to MicroservicesMaster's Theses06/2021 - 12/2021
Simon LeißProf. Dr. Stephan KruscheProf. Dr. Bernd BrüggeSecuring and Scaling Artemis Websocket ArchitectureBachelor's Theses06/2022 - 11/2021
Lorena SchlesingerProf. Dr. Stephan KruscheProf. Dr. Bernd BrüggeMetis: Multiplying Engagement Through Interacting Socially on the Artemis Learning PlatformMaster's Theses06/2021 - 11/2021
Dominik FuchsProf. Dr. Stephan KruscheProf. Dr. Bernd BrüggeTeaching Analytics in ArtemisBachelor's Theses10/2020 - 04/2021
Stefan WaldhauserProf. Dr. Stephan KruscheProf. Dr. Bernd BrüggeIntegration Learning Analytics in ArtemisBachelor's Theses09/2020 - 03/2021
Philipp BauchProf. Dr. Stephan KruscheProf. Dr. Bernd BrüggeImproved Integration of Plagiarism Detection Into ArtemisBachelor's Theses08/2020 - 02/2021
Martin DunkerProf. Dr. Stephan KruscheProf. Dr. Bernd BrüggeDevelopment of Manual Assessment for Programming Exercises in the Orion PluginBachelor's Theses02/2020 - 08/2020